The comparison results of MGCNSS and other baselines in finding novel associations
| Conbinations . | |${\rm |A\cap B|/|A \cup B|}$| . | |${\rm |A|/|A \cup B|}$| . | |${\rm |B| / |A \cup B|}$| . |
|---|---|---|---|
| MGCNSS vs SVM [18] | 0.5864 | 0.8951 | 0.6914 |
| MGCNSS vs RF [53] | 0.6387 | 0.9355 | 0.7032 |
| MGCNSS vs XGBoost [54] | 0.7338 | 0.9416 | 0.7922 |
| MGCNSS vs GCN [55] | 0.3636 | 0.8788 | 0.4848 |
| MGCNSS vs GAT [56] | 0.3000 | 0.8529 | 0.4471 |
| MGCNSS vs DTIGAT [57] | 0.3016 | 0.7672 | 0.5344 |
| MGCNSS vs DTICNN [58] | 0.4304 | 0.9177 | 0.5127 |
| MGCNSS vs NeoDTI [59] | 0.3436 | 0.8896 | 0.4540 |
| MGCNSS vs MSGCL [3] | 0.2970 | 0.8788 | 0.4182 |
| MGCNSS vs AMHMDA [35] | 0.3980 | 0.8011 | 0.5967 |
| MGCNSS vs GATMDA [13] | 0.5519 | 0.9146 | 0.6104 |
| Conbinations . | |${\rm |A\cap B|/|A \cup B|}$| . | |${\rm |A|/|A \cup B|}$| . | |${\rm |B| / |A \cup B|}$| . |
|---|---|---|---|
| MGCNSS vs SVM [18] | 0.5864 | 0.8951 | 0.6914 |
| MGCNSS vs RF [53] | 0.6387 | 0.9355 | 0.7032 |
| MGCNSS vs XGBoost [54] | 0.7338 | 0.9416 | 0.7922 |
| MGCNSS vs GCN [55] | 0.3636 | 0.8788 | 0.4848 |
| MGCNSS vs GAT [56] | 0.3000 | 0.8529 | 0.4471 |
| MGCNSS vs DTIGAT [57] | 0.3016 | 0.7672 | 0.5344 |
| MGCNSS vs DTICNN [58] | 0.4304 | 0.9177 | 0.5127 |
| MGCNSS vs NeoDTI [59] | 0.3436 | 0.8896 | 0.4540 |
| MGCNSS vs MSGCL [3] | 0.2970 | 0.8788 | 0.4182 |
| MGCNSS vs AMHMDA [35] | 0.3980 | 0.8011 | 0.5967 |
| MGCNSS vs GATMDA [13] | 0.5519 | 0.9146 | 0.6104 |
The comparison results of MGCNSS and other baselines in finding novel associations
| Conbinations . | |${\rm |A\cap B|/|A \cup B|}$| . | |${\rm |A|/|A \cup B|}$| . | |${\rm |B| / |A \cup B|}$| . |
|---|---|---|---|
| MGCNSS vs SVM [18] | 0.5864 | 0.8951 | 0.6914 |
| MGCNSS vs RF [53] | 0.6387 | 0.9355 | 0.7032 |
| MGCNSS vs XGBoost [54] | 0.7338 | 0.9416 | 0.7922 |
| MGCNSS vs GCN [55] | 0.3636 | 0.8788 | 0.4848 |
| MGCNSS vs GAT [56] | 0.3000 | 0.8529 | 0.4471 |
| MGCNSS vs DTIGAT [57] | 0.3016 | 0.7672 | 0.5344 |
| MGCNSS vs DTICNN [58] | 0.4304 | 0.9177 | 0.5127 |
| MGCNSS vs NeoDTI [59] | 0.3436 | 0.8896 | 0.4540 |
| MGCNSS vs MSGCL [3] | 0.2970 | 0.8788 | 0.4182 |
| MGCNSS vs AMHMDA [35] | 0.3980 | 0.8011 | 0.5967 |
| MGCNSS vs GATMDA [13] | 0.5519 | 0.9146 | 0.6104 |
| Conbinations . | |${\rm |A\cap B|/|A \cup B|}$| . | |${\rm |A|/|A \cup B|}$| . | |${\rm |B| / |A \cup B|}$| . |
|---|---|---|---|
| MGCNSS vs SVM [18] | 0.5864 | 0.8951 | 0.6914 |
| MGCNSS vs RF [53] | 0.6387 | 0.9355 | 0.7032 |
| MGCNSS vs XGBoost [54] | 0.7338 | 0.9416 | 0.7922 |
| MGCNSS vs GCN [55] | 0.3636 | 0.8788 | 0.4848 |
| MGCNSS vs GAT [56] | 0.3000 | 0.8529 | 0.4471 |
| MGCNSS vs DTIGAT [57] | 0.3016 | 0.7672 | 0.5344 |
| MGCNSS vs DTICNN [58] | 0.4304 | 0.9177 | 0.5127 |
| MGCNSS vs NeoDTI [59] | 0.3436 | 0.8896 | 0.4540 |
| MGCNSS vs MSGCL [3] | 0.2970 | 0.8788 | 0.4182 |
| MGCNSS vs AMHMDA [35] | 0.3980 | 0.8011 | 0.5967 |
| MGCNSS vs GATMDA [13] | 0.5519 | 0.9146 | 0.6104 |
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